Square-Root Unscented Kalman Filter for State Estimation of Permanent Magnet Synchronous Motor

被引:0
|
作者
Moon, Cheol [1 ]
Han, Ju Seong [1 ]
Kwon, Young Ahn [1 ]
机构
[1] Pusan Natl Univ, Dept Elect Engn, Busan, South Korea
关键词
Square-root unscented Kalman filter; Unscented transformation; Unscented Kalman filter; Square-root filter; Sensorless control; Permanent-magnet synchronous motor; DRIVES;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper investigates a square-root unscented Kalman filter for state estimation of a motor drive without position sensor. The square-root filter has advantages of the numerical stability, and memory and code size reduction. A combination of the square-root filter and Kalman filter is an effective way for preventing the performance degradation due to round-off error. The appearance of an unscented Kalman filter was caused by the linearization process error of a conventional Kalman filter type. Using an unscented transformation, the unscented Kalman filter can estimate a accurate state values without the linearization process. This paper investigates the design, implementation and performance of the Potter square-root filter combined with the unscented transformation. A code size and computation time are reviewed and compared to the unscented Kalman filter. The experimental results prove the validity of the designed filter, and show a powerful performance compared to a square-root extended Kalman filter the state estimation of a sensorless permanent-magnet synchronous motor.
引用
收藏
页码:460 / 464
页数:5
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